Automation index

How much of a Dog trainer’s job can AI already do?

A plan and a video come earlier. A dog that does not bite, and an owner who gets it, do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

IS WORK OVER?

18%

AI can already do 18% of this job.

#550 / 633

Dog trainer

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

Task	Share	AI	Points
Assess, plan and dog charts. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Sessions, lead and reading the animal. Estimate No public source provides a precise figure. This is our estimate.	22%	10%	+2.2
Train the owner, not just the dog. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Groups, reactivity and safety. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Premises, kennels and hygiene. Estimate No public source provides a precise figure. This is our estimate.	16%	16%	+2.6
Not leaving a dangerous dog in a home. Estimate No public source provides a precise figure. This is our estimate.	14%	14%	+2
Total	100%		18%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

IS WORK OVER?

27%

#162 / 633

Materials engineer

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

Task	Share	AI	Points
Tests, metallography and the spec. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Shop, heat treatment and the part that fails spec. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Material choice, corrosion and fatigue. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
Supplier, certificates and the doubtful batch. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The field failure and the root cause. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it does not fail, and not swapping the material blind. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low